Solutions / Large-Model Agents
Agents for government and industry
We provide large-model agent products and solutions for government departments, industrial manufacturers and culture & tourism organisations, helping clients embed model capability into everyday business processes.
Positioning
From technical demo to production use at scale
We position ourselves as the bridge between a demo and production use at scale. Unlike general-purpose assistants, our products are designed around the compliance, data-security and process-integration demands of government and industrial clients.
Deployable
Designed around a defined business goal, delivering a working process loop rather than a demo conversation.
Governable
Answers are traceable, permissions can be narrowed and behaviour is auditable — meeting government and industrial compliance requirements.
Sustainable
We keep iterating and operating after handover, so agents stay useful as the business changes rather than being a one-off project.
Scenarios
Four typical scenarios
These are our current focus areas. Each engagement is adapted to the client’s actual processes.
Government office & decision support
Document drafting, policy comparison and decision support for government departments, improving daily efficiency.
- Drafting & polishing
- Policy comparison
- Decision support
Industrial inspection & scheduling
On-site inspection, anomaly detection and production scheduling for manufacturers — turning field data into actionable instructions.
- Inspection records
- Anomaly detection & escalation
- Production scheduling
Industry knowledge Q&A
Precise Q&A over industry knowledge bases, with traceable and governable answers instead of the uncontrolled output of general models.
- Knowledge base construction
- Traceable answers
- Scoped permissions
Process automation
Embedding model capability into existing approval and business workflows for end-to-end automation.
- Approval workflow integration
- Multi-system coordination
- End-to-end automation
How we deliver
Coexisting with your existing systems
The agent does not replace your systems — it embeds into them. That is what decides whether a government or industrial project actually lands.
- 01
Scenario mapping
Working with your business teams to identify the specific steps an agent can take over.
- 02
Capability fit
Model selection, industry knowledge injection and compliance boundaries.
- 03
Process integration
Connecting to existing systems and embedding the agent into real approval and operational workflows.
- 04
Ongoing operations
Observing results after launch, iterating continuously and keeping it usable long term.
Tell us about your scenario
Government and industrial scenarios differ widely. We would rather hear your business first, then discuss solutions.